{"id":"W3163018211","doi":"10.3892/ol.2021.12804","title":"Immune-related gene expression signatures in colorectal cancer.","year":2021,"lang":"en","type":"article","venue":"PubMed","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Immune system; Biology; Gene expression profiling; Clusterin; Gene expression; Gene signature; Microarray analysis techniques; Carcinogenesis; Cancer research; Immunology; Cancer; Gene; Genetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002135446,0.0001265336,0.0002785189,0.0008845115,0.0001414785,0.0002823098,0.0001052155,0.0001994798,0.0009986582],"category_scores_gemma":[0.0003472668,0.0000639998,0.0001855719,0.0009844326,0.0001428331,0.0001371027,0.00016441,0.0002139094,0.0002478047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001792023,"about_ca_system_score_gemma":0.000237211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007887047,"about_ca_topic_score_gemma":0.001567313,"domain_scores_codex":[0.9998848,0.00002101941,0.00001039537,0.00002741479,0.00002481349,0.00003154418],"domain_scores_gemma":[0.9998172,0.00004235648,0.00006410562,0.000009489582,0.00003409943,0.0000328294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0039202,0.0001830981,0.5496511,0.000672531,0.000244049,0.0006617446,0.0002439549,0.0005735809,0.3580644,0.0004231366,0.002826616,0.08253553],"study_design_scores_gemma":[0.00002834094,0.0004976721,0.979287,0.00003252681,0.0001580967,0.001224183,0.0002158035,0.0008268775,0.01254907,0.0002249523,0.00494448,0.00001090185],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838656,0.009412216,0.0005261942,0.0002615442,0.00004443315,0.00003008304,0.003914969,0.00003383612,0.001911192],"genre_scores_gemma":[0.993541,0.001921698,0.0008660827,0.00014839,0.00004080307,0.00003786284,0.002387147,0.000005794683,0.00105118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009986582,"threshold_uncertainty_score":0.003340781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01225461392574626,"score_gpt":0.2439544692365661,"score_spread":0.2316998553108199,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}